# CloudDefense.AI: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 3 judge labels across 1 category by 3 of 14 models. Page: https://www.gane.ai/index/it/vendors/clouddefense-ai

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Cloud-native application protection](https://www.gane.ai/index/it/cloud/cloud-native-application-protection/index.md) | 0% | 72 | 67% | 3 |

## And against it

- "Avoid if your needs span multiple clouds or require cutting-edge runtime/agentless balance." (Grok 4.20, CNAPP)
- "That makes it a caution for organizations needing deep CIEM / identity admin coverage" (Muse Glimmer 30B, CNAPP)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 1 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 1 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named CloudDefense.AI, from 8 of the 8 answers that named it (only the models that return a source list).

### Domains cited

- csoonline.com: 5
- g2.com: 5
- uptycs.com: 5
- gane.ai/index: 4
- innetworktech.com: 4
- wiz.io: 4
- comparitech.com: 3
- peerspot.com: 3
- slashdot.org: 3
- accuknox.com: 2

### Pages cited

- https://uptycs.com/hubfs/80848LeadershipCompassCNAPP.pdf: 5
- https://innetworktech.com/wp-content/uploads/2024/09/July-2024-Gartner-CNAPP-Reprint-1.pdf: 4
- https://csoonline.com/article/573629/cnapp-buyers-guide-top-tools-compared.html: 3
- https://slashdot.org/software/cloud-security-posture-management-cspm/f-small-business: 3
- https://algosec.com/solutions/why-cnapp-is-not-enough: 2
- https://carahevents.carahsoft.com/Email/Archive/e150e692-897b-447e-8d7e-4838c4a46175: 2
- https://comparitech.com/net-admin/best-cspm-tools: 2
- https://csoonline.com/article/657138/how-to-choose-the-best-cloud-security-posture-management-tools.html: 2

## What it publishes

Every page cloud.nl exposes, read 2026-09-29: 134 addresses. By kind, pages and the last 90 days:

- comparison: 3 pages, 0 in the last 90 days, latest 2026-05-12
- template or tool: 2 pages, 0 in the last 90 days, latest 2026-03-26
- glossary or explainer: 1 pages, 0 in the last 90 days, latest 2026-03-26
- Recent: 2026-05-12 comparison: Public ai vs private inference https://cloud.nl/en/knowledge-base/ai/public-ai-vs-private-inference
- Recent: 2026-03-26 comparison: Managed hosting vs cloud en https://cloud.nl/en/knowledge-base/cloud-migration/managed-hosting-vs-cloud-en
- Recent: 2026-03-26 template or tool: Hosting comparison checklist https://cloud.nl/en/knowledge-base/platform-hosting/hosting-comparison-checklist
- Recent: 2026-03-26 glossary or explainer: What is an uptime guarantee https://cloud.nl/en/knowledge-base/security/what-is-an-uptime-guarantee
- Recent: 2026-03-23 comparison: Managed hosting vs cloud https://cloud.nl/kennisbank/cloud-migratie/managed-hosting-vs-cloud
- Recent: 2026-03-23 template or tool: Hosting vergelijken checklist https://cloud.nl/kennisbank/platform-hosting/hosting-vergelijken-checklist

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.
